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  • Exam Code: GH-600
  • Exam Name: Developing in Agentic AI Systems
  • Updated: Sep 23, 2026
  • Q & A: 111 Questions and Answers
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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Manage memory, state, and execution10-15%- Ensure continuity of agent memory and state across tools and environments
  • 1. Prevent conflicting context
    • 2. Share agent state
      • 3. Prevent stale context
        - Persist agent state and manage context drift
        • 1. Capture task progress and decisions as durable artifacts
          • 2. Resume agent work without repeating steps or diverging from prior decisions
            • 3. Detect and correct drift during extended agent execution
              - Implement agent memory strategies
              • 1. Define memory expiration, pruning, and reset rules
                • 2. Choose between short-term, long-term, and external memory
                  • 3. Scope agent memory to task-relevant information
                    Implement tool use and environment interaction20-25%- Operate agents with safe execution paths and robust error handling
                    • 1. Implement rollbacks
                      • 2. Implement traceability and accountability for agent actions
                        • 3. Implement error handling
                          • 4. Implement escalation paths
                            • 5. Implement retries
                              - Select and configure agent tools
                              • 1. Configure agent tools
                                • 2. Identify required tools
                                  • 3. Configure agent tool permissions
                                    - Integrate agents within development environments
                                    • 1. Enable an agent to perform autonomous actions, including creating branches and pull requests
                                      • 2. Configure an agent to use branch-based scope
                                        • 3. Configure an agent to be invoked in a CI workflow
                                          • 4. Evaluate the execution context for an agent
                                            • 5. Configure an agent to handle environment-specific constraints
                                              • 6. Configure an agent's scope to a specific repository
                                                - Configure MCP servers
                                                • 1. Add an MCP server as a tool to an agent
                                                  • 2. Configure a GitHub remote MCP server
                                                    • 3. Configure MCP allow lists
                                                      • 4. Configure the MCP registries
                                                        Orchestrate multi-agent coordination15-20%- Configure observability for multi-agent behavior by using logs, artifacts, and operational signals
                                                        • 1. Document key decisions, handoffs, and outcomes across agents
                                                          • 2. Configure multi-agent workflows to produce artifacts suitable for review and audit
                                                            • 3. Perform post-hoc analysis of multi-agent behavior
                                                              - Detect and respond to multi-agent failures and degraded behavior
                                                              • 1. Respond to degraded behavior or coordination across agents
                                                                • 2. Identify failed, partial, or stalled agent executions
                                                                  • 3. Implement multi-agent recovery patterns, including rollback and human-in-the-loop
                                                                    - Operate and manage multi-agent workflows
                                                                    • 1. Detect and resolve agent conflicts, including overlapping code changes, duplicated effort, and contradictory outputs
                                                                      • 2. Apply an orchestration pattern to coordinate multiple agents
                                                                        • 3. Configure agent isolation for parallel execution
                                                                          - Manage the lifecycle of agents within multi-agent workflows
                                                                          • 1. Update, reconfigure, or replace agents without disrupting active workflows
                                                                            • 2. Retire agents while preserving auditability and workflow continuity
                                                                              • 3. Add agents to existing multi-agent workflows
                                                                                Implement guardrails and accountability10-15%- Define autonomy levels
                                                                                • 1. Assign autonomy levels to maximize delivery speed while remaining compliant with organizational security and Responsible AI standards
                                                                                  • 2. Classify agent actions by operational, security, and compliance risk to right-size human interventions
                                                                                    - Implement guardrails and human-in-the-loop workflows
                                                                                    • 1. Block actions that violate defined security, compliance, or Responsible AI policies
                                                                                      • 2. Identify the subset of actions that require human judgment
                                                                                        • 3. Scope permissions and execution contexts to enforce least-privilege access
                                                                                          • 4. Preserve execution velocity by minimizing approvals that do not materially reduce risk
                                                                                            • 5. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
                                                                                              Perform evaluation, error analysis, and tuning15-20%- Define success criteria and evaluation signals for agent tasks
                                                                                              • 1. Specify expected outcomes and operational constraints for agent tasks
                                                                                                • 2. Align evaluation criteria with development intent
                                                                                                  • 3. Identify qualitative and quantitative evaluation signals to evaluate agents
                                                                                                    • 4. Generate evaluation signals by using automated scanning tools
                                                                                                      - Analyze agent failures and identify root causes
                                                                                                      • 1. Identify failures by using logs, plans, traces, outputs, and workflow artifacts
                                                                                                        • 2. Classify root causes, including reasoning errors, tool misuse, and context or environment issues
                                                                                                          - Tune agent behavior based on evaluation results
                                                                                                          • 1. Revise instructions, workflows, or constraints
                                                                                                            • 2. Refine tool usage and tool access
                                                                                                              • 3. Refine memory usage
                                                                                                                Prepare agent architecture and SDLC processes15-20%- Define boundaries between planning, reasoning, and action
                                                                                                                • 1. Configure an agent to output a structured plan
                                                                                                                  • 2. Configure agent planning to be distinct from agent execution
                                                                                                                    • 3. Prevent agent action until the agent checked and approved
                                                                                                                      • 4. Validate agent plans
                                                                                                                        - Configure observability and control for autonomous agents
                                                                                                                        • 1. Configure agents to produce inspectable artifacts within standard development tooling
                                                                                                                          • 2. Configure human intervention for autonomous agents without slowing delivery
                                                                                                                            • 3. Plan and implement the degree of agent autonomy, including guardrails
                                                                                                                              - Integrate agents into the software development lifecycle (SDLC)
                                                                                                                              • 1. Define inputs, outputs, and success criteria for agents
                                                                                                                                • 2. Identify and mitigate common anti-patterns in agents
                                                                                                                                  • 3. Identify steps for agents to perform

                                                                                                                                    Microsoft Developing in Agentic AI Systems Sample Questions:

                                                                                                                                    Question #1

                                                                                                                                    You have multiple GitHub Copilot coding agents that run tasks concurrently.
                                                                                                                                    You live stream the session log output and see the following.
                                                                                                                                    * agent execution (ID 987654321)
                                                                                                                                    Run ./scripts/agent-run.sh
                                                                                                                                    --------------------------------
                                                                                                                                    [agent] Starting task: Clean up infra configs
                                                                                                                                    [agent] Executing step: Remove unused files
                                                                                                                                    rm -rf /infra
                                                                                                                                    Error: Command blocked by policy
                                                                                                                                    Reason: destructive_operation_detected
                                                                                                                                    [agent] Escalating to human review...
                                                                                                                                    X Run agent task
                                                                                                                                    X Process completed with exit code 1
                                                                                                                                    X agent-execution failed
                                                                                                                                    What is a possible cause of the error?

                                                                                                                                    • A. a preToolUse hook
                                                                                                                                    • B. a Copilot firewall policy
                                                                                                                                    • C. a GitHub app installation policy
                                                                                                                                    • D. a postToolUse hook
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

                                                                                                                                    Explanation: Only visible for Prep4SureReview members. You can sign-up / login (it's free).

                                                                                                                                    Question #2

                                                                                                                                    You have a private GitHub repository that has Copilot memory enabled.
                                                                                                                                    Several developers who have write access to the repository make changes across multiple branches, including creating some pull requests that are later closed without merging.
                                                                                                                                    Your team needs to understand how GitHub Copilot ensures that only task-relevant, up-to-date information influences code suggestions, even when older memories exist.
                                                                                                                                    How does Copilot manage memories?

                                                                                                                                    • A. Copilot validates each memory's citations against the current branch before using the memory, and ignores the memory if the referenced code no longer exists.
                                                                                                                                    • B. Copilot stores memories per user, ensuring that only the developer who created a memory can trigger the memory in future sessions.
                                                                                                                                    • C. Copilot stores memories indefinitely until a repository administrator deletes them manually.
                                                                                                                                    • D. Copilot automatically blocks memory creation from pull requests that are closed without merging, to prevent outdated information from being stored.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

                                                                                                                                    Explanation: Only visible for Prep4SureReview members. You can sign-up / login (it's free).

                                                                                                                                    Question #3

                                                                                                                                    You have a GitHub Copilot Enterprise subscription.
                                                                                                                                    Developers use Microsoft Visual Studio Code.
                                                                                                                                    You need to configure an array of subagents that can be invoked by an agent.
                                                                                                                                    What should you configure in the YAML frontmatter for the agent?

                                                                                                                                    • A. agents
                                                                                                                                    • B. tools
                                                                                                                                    • C. target
                                                                                                                                    • D. mcp-servers
                                                                                                                                    • E. handoffs
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

                                                                                                                                    Explanation: Only visible for Prep4SureReview members. You can sign-up / login (it's free).

                                                                                                                                    Question #4

                                                                                                                                    You have a GitHub repository that uses GitHub Actions to run an autonomous coding-agent workflow.
                                                                                                                                    Your team requires that session logs be captured as workflow artifacts so that agent runs can be audited and traced back to a specific execution and code state.
                                                                                                                                    How should you complete the workflow? To answer, drag the appropriate values to the correct targets.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

                                                                                                                                    Question #5

                                                                                                                                    You have a GitHub Enterprise repository that runs an autonomous agent by using a GitHub Actions workflow. The workflow has the following jobs:
                                                                                                                                    agent-run that generates trace.json and plan.md
                                                                                                                                    review that waits for human approval before continuing
                                                                                                                                    deploy that uses the outputs from agent-run
                                                                                                                                    You need to make the files inspectable in the GitHub Actions UI and ensure that the files are available to the review and deploy jobs.
                                                                                                                                    What should you do in the workflow?

                                                                                                                                    • A. Store trace.json and plan.md on a network share and have later jobs retrieve them from the share.
                                                                                                                                    • B. Use dependency caching to store trace.json and plan.md.
                                                                                                                                    • C. Upload trace.json and plan.md as workflow artifacts in agent-run, and download the files inside the jobs.
                                                                                                                                    • D. Commit trace.json and plan.md back to the repository from agent-run.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: C  🗳️

                                                                                                                                    Explanation: Only visible for Prep4SureReview members. You can sign-up / login (it's free).

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